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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Task-adaptive Label Dependency Transfer for Few-shot Named Entity Recognition ACL 2023
Coarse-to-fine Few-shot Learning for Named Entity Recognition ACL 2023
Prompt to be Consistent is Better than Self-Consistent? Few-Shot and Zero-Shot Fact Verification with Pre-trained Language Models ACL 2023
Large Language Models Can be Lazy Learners: Analyze Shortcuts in In-Context Learning ACL 2023
Vicinal Risk Minimization for Few-Shot Cross-lingual Transfer in Abusive Language Detection EMNLP 2023
Cross-Lingual Cross-Target Stance Detection with Dual Knowledge Distillation Framework EMNLP 2023
CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain Adaptation. EMNLP 2023
DemoSG: Demonstration-enhanced Schema-guided Generation for Low-resource Event Extraction EMNLP 2023
Robust Generalization Strategies for Morpheme Glossing in an Endangered Language Documentation Context EMNLP 2023
CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors ACL 2023
Revisiting Prototypical Network for Cross Domain Few-Shot Learning CVPR 2023
Exploring Distributional Shifts in Large Language Models for Code Analysis EMNLP 2023
Meta-training with Demonstration Retrieval for Efficient Few-shot Learning ACL 2023
Chain of Thought Prompting Elicits Knowledge Augmentation ACL 2023
Learning to Describe for Predicting Zero-shot Drug-Drug Interactions EMNLP 2023
MVP-Tuning: Multi-View Knowledge Retrieval with Prompt Tuning for Commonsense Reasoning ACL 2023
Understanding In-Context Learning via Supportive Pretraining Data ACL 2023
SMAE: Few-Shot Learning for HDR Deghosting With Saturation-Aware Masked Autoencoders CVPR 2023
A Simple Baseline for Knowledge-Based Visual Question Answering EMNLP 2023
API-Assisted Code Generation for Question Answering on Varied Table Structures EMNLP 2023
Skill-Based Few-Shot Selection for In-Context Learning EMNLP 2023
Benchmarking Large Language Model Capabilities for Conditional Generation ACL 2023
Distilling Reasoning Capabilities into Smaller Language Models ACL 2023
From Chaos to Clarity: Claim Normalization to Empower Fact-Checking EMNLP 2023
StoryAnalogy: Deriving Story-level Analogies from Large Language Models to Unlock Analogical Understanding EMNLP 2023